Bibliographic record
Abstract
Abstract This chapter examines infringement proceedings. In some jurisdictions, patent infringement proceedings may be commenced in one of several different courts. However, in these countries there is usually a court which has particular expertise and hears the bulk of patent cases, such as the Australian or Canadian Federal Courts, or the specialized chambers of the German regional courts. In some jurisdictions, one or more courts have exclusive jurisdiction to hear certain types of patent cases. Proceedings are initiated in the various jurisdictions by filing certain key documents in court. In Australia and Canada, these include a statement of claim which sets out the nature of the claim. In Japan, Germany, and the United States, a similar document, called a complaint, is required. In countries following the common law doctrines (Australia, Canada, the United States, and the United Kingdom), the court decides the case by assessing the evidence put before it by the rival parties. However, in the jurisdictions of continental Europe and Japan, the court’s function is an investigatory one in which opinion evidence presented by experts has little relevance and often involves (particularly in Germany) the appointment of a neutral ‘court expert’ to advise the court on technical matters. The chapter then considers the role of expert witnesses in Australia, Canada, the United States, the United Kingdom, and Japan.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.073 | 0.018 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".